There are 10275 duplicated values in the dataset.
Accuracy:The accuracy from the confusion matrix for predicted label 0 (20.73%) and predicted label 1 (59.94%) does not align with the overall model accuracy of 0.80663. Recall: The Recall from the confusion matrix for class 0 (True Negative Rate: 59.94%) and class 1 (True Positive Rate: 23.72%) is slightly different from the overall recall of0.63265.e recisioni: The Precision value from the confusion matrix for predicted label 0 (0.73950) matches the overall precision value directly avail ble. The overall F1 score is 0.68191.
-The leaf nodes in the decision tree provide the final prediction or outcome (class 0 for not canceled, class 1 for canceled). The lead time follows a long path but gets truncated when it is <=7.50. When it is >7.5, gets truncated,0 and no_week_nights >2.50, and avg_price_per_room <=62.50, a second truncation occurs. The path continues until lead_time <=1, which leads to the cancellation of the bking.g. When lead_time > 1, there was no canctionella.,etc -when room_type_reserved_Room_Type 1>0.50, the booking will not be cance.ion.